{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Trending YouTube Video 探索性分析与预处理报告"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import json\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import youtube_process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "def get_category_list(path,filename):\n",
    "    with open(path + '/' + filename ,'r') as f:\n",
    "        d = json.load(f)\n",
    "    res = {}\n",
    "    for i in d['items']:\n",
    "        res[i['id']] = i['snippet']['title']\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(path,filename):\n",
    "    return pd.read_csv(path + '/' + filename,keep_default_na=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "确定数据集根目录："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = 'data/youtube-new/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 美国\n",
    "导入数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_id</th>\n",
       "      <th>trending_date</th>\n",
       "      <th>title</th>\n",
       "      <th>channel_title</th>\n",
       "      <th>category_id</th>\n",
       "      <th>publish_time</th>\n",
       "      <th>tags</th>\n",
       "      <th>views</th>\n",
       "      <th>likes</th>\n",
       "      <th>dislikes</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>thumbnail_link</th>\n",
       "      <th>comments_disabled</th>\n",
       "      <th>ratings_disabled</th>\n",
       "      <th>video_error_or_removed</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2kyS6SvSYSE</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>WE WANT TO TALK ABOUT OUR MARRIAGE</td>\n",
       "      <td>CaseyNeistat</td>\n",
       "      <td>22</td>\n",
       "      <td>2017-11-13T17:13:01.000Z</td>\n",
       "      <td>SHANtell martin</td>\n",
       "      <td>748374</td>\n",
       "      <td>57527</td>\n",
       "      <td>2966</td>\n",
       "      <td>15954</td>\n",
       "      <td>https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>SHANTELL'S CHANNEL - https://www.youtube.com/s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1ZAPwfrtAFY</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>The Trump Presidency: Last Week Tonight with J...</td>\n",
       "      <td>LastWeekTonight</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-13T07:30:00.000Z</td>\n",
       "      <td>last week tonight trump presidency|\"last week ...</td>\n",
       "      <td>2418783</td>\n",
       "      <td>97185</td>\n",
       "      <td>6146</td>\n",
       "      <td>12703</td>\n",
       "      <td>https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>One year after the presidential election, John...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5qpjK5DgCt4</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Racist Superman | Rudy Mancuso, King Bach &amp; Le...</td>\n",
       "      <td>Rudy Mancuso</td>\n",
       "      <td>23</td>\n",
       "      <td>2017-11-12T19:05:24.000Z</td>\n",
       "      <td>racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"...</td>\n",
       "      <td>3191434</td>\n",
       "      <td>146033</td>\n",
       "      <td>5339</td>\n",
       "      <td>8181</td>\n",
       "      <td>https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>puqaWrEC7tY</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Nickelback Lyrics: Real or Fake?</td>\n",
       "      <td>Good Mythical Morning</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-13T11:00:04.000Z</td>\n",
       "      <td>rhett and link|\"gmm\"|\"good mythical morning\"|\"...</td>\n",
       "      <td>343168</td>\n",
       "      <td>10172</td>\n",
       "      <td>666</td>\n",
       "      <td>2146</td>\n",
       "      <td>https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Today we find out if Link is a Nickelback amat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d380meD0W0M</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>I Dare You: GOING BALD!?</td>\n",
       "      <td>nigahiga</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-12T18:01:41.000Z</td>\n",
       "      <td>ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...</td>\n",
       "      <td>2095731</td>\n",
       "      <td>132235</td>\n",
       "      <td>1989</td>\n",
       "      <td>17518</td>\n",
       "      <td>https://i.ytimg.com/vi/d380meD0W0M/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I know it's been a while since we did this sho...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40944</th>\n",
       "      <td>BZt0qjTWNhw</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>The Cat Who Caught the Laser</td>\n",
       "      <td>AaronsAnimals</td>\n",
       "      <td>15</td>\n",
       "      <td>2018-05-18T13:00:04.000Z</td>\n",
       "      <td>aarons animals|\"aarons\"|\"animals\"|\"cat\"|\"cats\"...</td>\n",
       "      <td>1685609</td>\n",
       "      <td>38160</td>\n",
       "      <td>1385</td>\n",
       "      <td>2657</td>\n",
       "      <td>https://i.ytimg.com/vi/BZt0qjTWNhw/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>The Cat Who Caught the Laser - Aaron's Animals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40945</th>\n",
       "      <td>1h7KV2sjUWY</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>True Facts : Ant Mutualism</td>\n",
       "      <td>zefrank1</td>\n",
       "      <td>22</td>\n",
       "      <td>2018-05-18T01:00:06.000Z</td>\n",
       "      <td>[none]</td>\n",
       "      <td>1064798</td>\n",
       "      <td>60008</td>\n",
       "      <td>382</td>\n",
       "      <td>3936</td>\n",
       "      <td>https://i.ytimg.com/vi/1h7KV2sjUWY/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40946</th>\n",
       "      <td>D6Oy4LfoqsU</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>I GAVE SAFIYA NYGAARD A PERFECT HAIR MAKEOVER ...</td>\n",
       "      <td>Brad Mondo</td>\n",
       "      <td>24</td>\n",
       "      <td>2018-05-18T17:34:22.000Z</td>\n",
       "      <td>I gave safiya nygaard a perfect hair makeover ...</td>\n",
       "      <td>1066451</td>\n",
       "      <td>48068</td>\n",
       "      <td>1032</td>\n",
       "      <td>3992</td>\n",
       "      <td>https://i.ytimg.com/vi/D6Oy4LfoqsU/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I had so much fun transforming Safiyas hair in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40947</th>\n",
       "      <td>oV0zkMe1K8s</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>How Black Panther Should Have Ended</td>\n",
       "      <td>How It Should Have Ended</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-17T17:00:04.000Z</td>\n",
       "      <td>Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...</td>\n",
       "      <td>5660813</td>\n",
       "      <td>192957</td>\n",
       "      <td>2846</td>\n",
       "      <td>13088</td>\n",
       "      <td>https://i.ytimg.com/vi/oV0zkMe1K8s/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>How Black Panther Should Have EndedWatch More ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40948</th>\n",
       "      <td>ooyjaVdt-jA</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>Official Call of Duty®: Black Ops 4 — Multipla...</td>\n",
       "      <td>Call of Duty</td>\n",
       "      <td>20</td>\n",
       "      <td>2018-05-17T17:09:38.000Z</td>\n",
       "      <td>call of duty|\"cod\"|\"activision\"|\"Black Ops 4\"</td>\n",
       "      <td>10306119</td>\n",
       "      <td>357079</td>\n",
       "      <td>212976</td>\n",
       "      <td>144795</td>\n",
       "      <td>https://i.ytimg.com/vi/ooyjaVdt-jA/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Call of Duty: Black Ops 4 Multiplayer raises t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40949 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          video_id trending_date  \\\n",
       "0      2kyS6SvSYSE      17.14.11   \n",
       "1      1ZAPwfrtAFY      17.14.11   \n",
       "2      5qpjK5DgCt4      17.14.11   \n",
       "3      puqaWrEC7tY      17.14.11   \n",
       "4      d380meD0W0M      17.14.11   \n",
       "...            ...           ...   \n",
       "40944  BZt0qjTWNhw      18.14.06   \n",
       "40945  1h7KV2sjUWY      18.14.06   \n",
       "40946  D6Oy4LfoqsU      18.14.06   \n",
       "40947  oV0zkMe1K8s      18.14.06   \n",
       "40948  ooyjaVdt-jA      18.14.06   \n",
       "\n",
       "                                                   title  \\\n",
       "0                     WE WANT TO TALK ABOUT OUR MARRIAGE   \n",
       "1      The Trump Presidency: Last Week Tonight with J...   \n",
       "2      Racist Superman | Rudy Mancuso, King Bach & Le...   \n",
       "3                       Nickelback Lyrics: Real or Fake?   \n",
       "4                               I Dare You: GOING BALD!?   \n",
       "...                                                  ...   \n",
       "40944                       The Cat Who Caught the Laser   \n",
       "40945                         True Facts : Ant Mutualism   \n",
       "40946  I GAVE SAFIYA NYGAARD A PERFECT HAIR MAKEOVER ...   \n",
       "40947                How Black Panther Should Have Ended   \n",
       "40948  Official Call of Duty®: Black Ops 4 — Multipla...   \n",
       "\n",
       "                  channel_title  category_id              publish_time  \\\n",
       "0                  CaseyNeistat           22  2017-11-13T17:13:01.000Z   \n",
       "1               LastWeekTonight           24  2017-11-13T07:30:00.000Z   \n",
       "2                  Rudy Mancuso           23  2017-11-12T19:05:24.000Z   \n",
       "3         Good Mythical Morning           24  2017-11-13T11:00:04.000Z   \n",
       "4                      nigahiga           24  2017-11-12T18:01:41.000Z   \n",
       "...                         ...          ...                       ...   \n",
       "40944             AaronsAnimals           15  2018-05-18T13:00:04.000Z   \n",
       "40945                  zefrank1           22  2018-05-18T01:00:06.000Z   \n",
       "40946                Brad Mondo           24  2018-05-18T17:34:22.000Z   \n",
       "40947  How It Should Have Ended            1  2018-05-17T17:00:04.000Z   \n",
       "40948              Call of Duty           20  2018-05-17T17:09:38.000Z   \n",
       "\n",
       "                                                    tags     views   likes  \\\n",
       "0                                        SHANtell martin    748374   57527   \n",
       "1      last week tonight trump presidency|\"last week ...   2418783   97185   \n",
       "2      racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"...   3191434  146033   \n",
       "3      rhett and link|\"gmm\"|\"good mythical morning\"|\"...    343168   10172   \n",
       "4      ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...   2095731  132235   \n",
       "...                                                  ...       ...     ...   \n",
       "40944  aarons animals|\"aarons\"|\"animals\"|\"cat\"|\"cats\"...   1685609   38160   \n",
       "40945                                             [none]   1064798   60008   \n",
       "40946  I gave safiya nygaard a perfect hair makeover ...   1066451   48068   \n",
       "40947  Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...   5660813  192957   \n",
       "40948      call of duty|\"cod\"|\"activision\"|\"Black Ops 4\"  10306119  357079   \n",
       "\n",
       "       dislikes  comment_count  \\\n",
       "0          2966          15954   \n",
       "1          6146          12703   \n",
       "2          5339           8181   \n",
       "3           666           2146   \n",
       "4          1989          17518   \n",
       "...         ...            ...   \n",
       "40944      1385           2657   \n",
       "40945       382           3936   \n",
       "40946      1032           3992   \n",
       "40947      2846          13088   \n",
       "40948    212976         144795   \n",
       "\n",
       "                                       thumbnail_link  comments_disabled  \\\n",
       "0      https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg              False   \n",
       "1      https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg              False   \n",
       "2      https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg              False   \n",
       "3      https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg              False   \n",
       "4      https://i.ytimg.com/vi/d380meD0W0M/default.jpg              False   \n",
       "...                                               ...                ...   \n",
       "40944  https://i.ytimg.com/vi/BZt0qjTWNhw/default.jpg              False   \n",
       "40945  https://i.ytimg.com/vi/1h7KV2sjUWY/default.jpg              False   \n",
       "40946  https://i.ytimg.com/vi/D6Oy4LfoqsU/default.jpg              False   \n",
       "40947  https://i.ytimg.com/vi/oV0zkMe1K8s/default.jpg              False   \n",
       "40948  https://i.ytimg.com/vi/ooyjaVdt-jA/default.jpg              False   \n",
       "\n",
       "       ratings_disabled  video_error_or_removed  \\\n",
       "0                 False                   False   \n",
       "1                 False                   False   \n",
       "2                 False                   False   \n",
       "3                 False                   False   \n",
       "4                 False                   False   \n",
       "...                 ...                     ...   \n",
       "40944             False                   False   \n",
       "40945             False                   False   \n",
       "40946             False                   False   \n",
       "40947             False                   False   \n",
       "40948             False                   False   \n",
       "\n",
       "                                             description  \n",
       "0      SHANTELL'S CHANNEL - https://www.youtube.com/s...  \n",
       "1      One year after the presidential election, John...  \n",
       "2      WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http...  \n",
       "3      Today we find out if Link is a Nickelback amat...  \n",
       "4      I know it's been a while since we did this sho...  \n",
       "...                                                  ...  \n",
       "40944     The Cat Who Caught the Laser - Aaron's Animals  \n",
       "40945                                                     \n",
       "40946  I had so much fun transforming Safiyas hair in...  \n",
       "40947  How Black Panther Should Have EndedWatch More ...  \n",
       "40948  Call of Duty: Black Ops 4 Multiplayer raises t...  \n",
       "\n",
       "[40949 rows x 16 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "US = youtube_process.country_data(root, 'USvideos.csv')\n",
    "US_data = US.data\n",
    "US_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据包含：  \n",
    "1. video_id  视频id\n",
    "2. trending_date  流行日期\n",
    "3. title  标题\n",
    "4. channel_title  频道标题\n",
    "5. category_id  类别id\n",
    "6. publish_time  发布时间\n",
    "7. tags  标签\n",
    "8. views  观看量\n",
    "9. likes  点赞量\n",
    "10. dislikes  踩量\n",
    "11. comment_count  评论数量\n",
    "12. thumbnail_link  视频链接\n",
    "13. comments_disabled  是否禁止评论\n",
    "14. ratings_disabled  是否禁止评分\n",
    "15. video_error_or_removed  视频是否失效或被移除\n",
    "16. description  介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trending date"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "频数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18.02.01    200\n",
       "18.30.04    200\n",
       "18.21.05    200\n",
       "18.11.05    200\n",
       "17.24.11    200\n",
       "           ... \n",
       "18.01.02    197\n",
       "18.31.01    197\n",
       "18.03.02    196\n",
       "18.04.02    196\n",
       "18.02.02    196\n",
       "Name: trending_date, Length: 205, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency_trending_date = US_data['trending_date'].value_counts()\n",
    "frequency_trending_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2304x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (32, 6))\n",
    "plt.hist(np.array(US_data['trending_date']), bins = 1000, alpha = 0.7)\n",
    "plt.xlabel('trending video numbers per day')\n",
    "plt.ylabel('frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 6))\n",
    "plt.boxplot(np.array(frequency_trending_date), notch=False, vert=True)\n",
    "plt.ylabel('trending video numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (4, 3))\n",
    "plt.hist(np.array(frequency_trending_date), bins = 40, alpha = 0.7)\n",
    "plt.xlabel('trending video numbers')\n",
    "plt.ylabel('frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，大多数日期流行的视频数都是200个，少数日期为196，197个。  \n",
    "因为大多数数据都为200，因此出现次数较少的196，197，198，199为离群点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'1': 'Film & Animation',\n",
       " '2': 'Autos & Vehicles',\n",
       " '10': 'Music',\n",
       " '15': 'Pets & Animals',\n",
       " '17': 'Sports',\n",
       " '18': 'Short Movies',\n",
       " '19': 'Travel & Events',\n",
       " '20': 'Gaming',\n",
       " '21': 'Videoblogging',\n",
       " '22': 'People & Blogs',\n",
       " '23': 'Comedy',\n",
       " '24': 'Entertainment',\n",
       " '25': 'News & Politics',\n",
       " '26': 'Howto & Style',\n",
       " '27': 'Education',\n",
       " '28': 'Science & Technology',\n",
       " '29': 'Nonprofits & Activism',\n",
       " '30': 'Movies',\n",
       " '31': 'Anime/Animation',\n",
       " '32': 'Action/Adventure',\n",
       " '33': 'Classics',\n",
       " '34': 'Comedy',\n",
       " '35': 'Documentary',\n",
       " '36': 'Drama',\n",
       " '37': 'Family',\n",
       " '38': 'Foreign',\n",
       " '39': 'Horror',\n",
       " '40': 'Sci-Fi/Fantasy',\n",
       " '41': 'Thriller',\n",
       " '42': 'Shorts',\n",
       " '43': 'Shows',\n",
       " '44': 'Trailers'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "US_category_list = get_category_list(root, 'US_category_id.json')\n",
    "US_category_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Film & Animation',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Pets & Animals',\n",
       " 'Science & Technology',\n",
       " 'Comedy',\n",
       " 'Education',\n",
       " 'Science & Technology',\n",
       " 'Education',\n",
       " 'Education',\n",
       " 'Science & Technology',\n",
       " 'Education',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Film & Animation',\n",
       " 'Autos & Vehicles',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Travel & Events',\n",
       " 'People & Blogs',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Autos & Vehicles',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Howto & Style',\n",
       " 'Howto & Style',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Howto & Style',\n",
       " 'People & Blogs',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Pets & Animals',\n",
       " 'Howto & Style',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Pets & Animals',\n",
       " 'Comedy',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Pets & Animals',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Gaming',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Education',\n",
       " 'Comedy',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Autos & Vehicles',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Pets & Animals',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Education',\n",
       " 'Science & Technology',\n",
       " 'Science & Technology',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'People & Blogs',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Autos & Vehicles',\n",
       " 'People & Blogs',\n",
       " 'Science & Technology',\n",
       " 'Comedy',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Howto & Style',\n",
       " 'Science & Technology',\n",
       " 'Comedy',\n",
       " 'Comedy',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Comedy',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Howto & Style',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Comedy',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Autos & Vehicles',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Pets & Animals',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Autos & Vehicles',\n",
       " 'Howto & Style',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Science & Technology',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'Howto & Style',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Travel & Events',\n",
       " 'Entertainment',\n",
       " 'Travel & Events',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Autos & Vehicles',\n",
       " 'People & Blogs',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'People & Blogs',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'People & Blogs',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Pets & Animals',\n",
       " 'Pets & Animals',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Howto & Style',\n",
       " 'Film & Animation',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'People & Blogs',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Pets & Animals',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Gaming',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Howto & Style',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Gaming',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Film & Animation',\n",
       " 'Comedy',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Science & Technology',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Howto & Style',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'People & Blogs',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Sports',\n",
       " 'Science & Technology',\n",
       " 'Education',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Pets & Animals',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Education',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Pets & Animals',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Travel & Events',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Science & Technology',\n",
       " 'Sports',\n",
       " 'Autos & Vehicles',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Autos & Vehicles',\n",
       " 'Pets & Animals',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Comedy',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Science & Technology',\n",
       " 'News & Politics',\n",
       " 'Travel & Events',\n",
       " 'Film & Animation',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Autos & Vehicles',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Film & Animation',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Travel & Events',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Science & Technology',\n",
       " 'People & Blogs',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'News & Politics',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Howto & Style',\n",
       " 'Howto & Style',\n",
       " 'Pets & Animals',\n",
       " 'People & Blogs',\n",
       " 'Science & Technology',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Pets & Animals',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Film & Animation',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Pets & Animals',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Comedy',\n",
       " 'Howto & Style',\n",
       " 'Gaming',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Science & Technology',\n",
       " 'Howto & Style',\n",
       " 'Gaming',\n",
       " 'Film & Animation',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'People & Blogs',\n",
       " 'Film & Animation',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Education',\n",
       " 'Autos & Vehicles',\n",
       " 'Comedy',\n",
       " 'Pets & Animals',\n",
       " 'Sports',\n",
       " 'Film & Animation',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Pets & Animals',\n",
       " 'Autos & Vehicles',\n",
       " 'Science & Technology',\n",
       " 'Education',\n",
       " 'Sports',\n",
       " 'News & Politics',\n",
       " 'Science & Technology',\n",
       " 'Autos & Vehicles',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Pets & Animals',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Science & Technology',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Howto & Style',\n",
       " 'Sports',\n",
       " 'Travel & Events',\n",
       " 'Comedy',\n",
       " 'Film & Animation',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Film & Animation',\n",
       " 'Science & Technology',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'People & Blogs',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Travel & Events',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Film & Animation',\n",
       " 'People & Blogs',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Comedy',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Science & Technology',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Education',\n",
       " 'People & Blogs',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Pets & Animals',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Gaming',\n",
       " 'Howto & Style',\n",
       " 'Howto & Style',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'News & Politics',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Film & Animation',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'People & Blogs',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Music',\n",
       " 'Gaming',\n",
       " 'Science & Technology',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Howto & Style',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'Education',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Education',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'People & Blogs',\n",
       " 'Music',\n",
       " 'Science & Technology',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Howto & Style',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'News & Politics',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Film & Animation',\n",
       " 'Music',\n",
       " 'Pets & Animals',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'People & Blogs',\n",
       " 'Entertainment',\n",
       " 'Autos & Vehicles',\n",
       " 'Science & Technology',\n",
       " 'Howto & Style',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Sports',\n",
       " 'Science & Technology',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Sports',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Pets & Animals',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Sports',\n",
       " 'Autos & Vehicles',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Sports',\n",
       " 'Science & Technology',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Howto & Style',\n",
       " 'News & Politics',\n",
       " 'Howto & Style',\n",
       " 'Education',\n",
       " 'Howto & Style',\n",
       " 'Sports',\n",
       " 'Autos & Vehicles',\n",
       " 'Entertainment',\n",
       " 'Comedy',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Pets & Animals',\n",
       " 'News & Politics',\n",
       " 'Entertainment',\n",
       " 'News & Politics',\n",
       " 'Travel & Events',\n",
       " 'Sports',\n",
       " 'Comedy',\n",
       " 'Science & Technology',\n",
       " 'Sports',\n",
       " 'Film & Animation',\n",
       " 'Film & Animation',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Science & Technology',\n",
       " 'News & Politics',\n",
       " 'Music',\n",
       " 'Comedy',\n",
       " 'News & Politics',\n",
       " 'Howto & Style',\n",
       " 'Entertainment',\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category = []\n",
    "for i in US_data['category_id'].values:\n",
    "    if(str(i) in US_category_list.keys()):\n",
    "        category.append(US_category_list[str(i)])\n",
    "    else:\n",
    "        category.append('unknown')\n",
    "category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Entertainment            9964\n",
       "Music                    6472\n",
       "Howto & Style            4146\n",
       "Comedy                   3457\n",
       "People & Blogs           3210\n",
       "News & Politics          2487\n",
       "Science & Technology     2401\n",
       "Film & Animation         2345\n",
       "Sports                   2174\n",
       "Education                1656\n",
       "Pets & Animals            920\n",
       "Gaming                    817\n",
       "Travel & Events           402\n",
       "Autos & Vehicles          384\n",
       "Shows                      57\n",
       "Nonprofits & Activism      57\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency_category = pd.Series(category).value_counts()\n",
    "frequency_category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2304x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (32, 6))\n",
    "plt.hist(np.array(category), bins = 40, alpha = 0.7)\n",
    "plt.xlabel('trending video categories')\n",
    "plt.ylabel('numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 6))\n",
    "plt.boxplot(np.array(frequency_category), notch=False, vert=True)\n",
    "plt.ylabel('trending video numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8, 6))\n",
    "plt.hist(np.array(frequency_category), alpha = 0.7)\n",
    "plt.xlabel('trending video numbers')\n",
    "plt.ylabel('frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，最为流行的类别是娱乐类的视频，紧接着的是音乐和“Howto & style”。  \n",
    "娱乐类视频的频数特别高，为9964，从盒图可以看出，该点为离群点。  \n",
    "由频数直方图可以看出，视频数量集中在0-5000之间。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tags\n",
    "数据集中Tag项存在缺失值。  \n",
    "可能的原因：up主在上传视频时没有添加标签。  \n",
    "可以处理的方式：  \n",
    "- 将缺失值的条目删除\n",
    "- 用title代替\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1535"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "none_tags_quantity = [x for x in US_data['tags'] if x == '[none]']\n",
    "len(none_tags_quantity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "US_data['tags']\n",
    "for i in range(len(US_data['tags'])):\n",
    "    if(US_data['tags'][i] == '[none]'):\n",
    "        US_data.loc[i,'tags'] = US_data.loc[i,'title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "none_tags_quantity = [x for x in US_data['tags'] if x == '[none]']\n",
    "len(none_tags_quantity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Views"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "549.0\n",
      "242329.0\n",
      "681861.0\n",
      "1823157.0\n",
      "225211923.0\n",
      "离群点： 4194399.0\n"
     ]
    }
   ],
   "source": [
    "US_data_views = np.array(US_data['views'])\n",
    "US_data_views.sort()\n",
    "for i in range(0,101,25):\n",
    "        print(np.percentile(US_data_views, i))\n",
    "outlier = np.percentile(US_data_views,75) + (np.percentile(US_data_views,75) - np.percentile(US_data_views,25)) * 1.5\n",
    "print('离群点：', outlier)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以上结果为五数概括和离群点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 6))\n",
    "plt.boxplot(US_data_views, notch=False, vert=True)\n",
    "plt.ylabel('trending video views')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2304x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "US.select_col('views')\n",
    "US.seg_hist(1000000,10000000,32,10,'trending video views','frequency')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，超过4194399的点是离群点。  \n",
    "由直方图可以看出，视频播放量差异明显，400w观看量以下的视频占了大多数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "5424.0\n",
      "18091.0\n",
      "55417.0\n",
      "5613827.0\n",
      "离群点： 130406.5\n"
     ]
    }
   ],
   "source": [
    "US_data_likes = np.array(US_data['likes'])\n",
    "US_data_likes.sort()\n",
    "for i in range(0,101,25):\n",
    "        print(np.percentile(US_data_likes, i))\n",
    "outlier = np.percentile(US_data_likes,75) + (np.percentile(US_data_likes,75) - np.percentile(US_data_likes,25)) * 1.5\n",
    "print('离群点：', outlier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 6))\n",
    "plt.boxplot(US_data_likes, notch=False, vert=True)\n",
    "plt.ylabel('trending video likes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2304x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "US.select_col('likes')\n",
    "US.seg_hist(100000,800000,32,10,'trending video likes','frequency')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，超过130406.5的点是离群点。  \n",
    "由直方图可以看出，视频点赞量差异明显，2w点赞量以下的视频占了大多数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dislikes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "202.0\n",
      "631.0\n",
      "1938.0\n",
      "1674420.0\n",
      "离群点： 4542.0\n"
     ]
    }
   ],
   "source": [
    "US_data_dislikes = np.array(US_data['dislikes'])\n",
    "US_data_dislikes.sort()\n",
    "for i in range(0,101,25):\n",
    "        print(np.percentile(US_data_dislikes, i))\n",
    "outlier = np.percentile(US_data_dislikes,75) + (np.percentile(US_data_dislikes,75) - np.percentile(US_data_dislikes,25)) * 1.5\n",
    "print('离群点：', outlier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 6))\n",
    "plt.boxplot(US_data_dislikes, notch=False, vert=True)\n",
    "plt.ylabel('trending video dislikes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2304x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "US.select_col('dislikes')\n",
    "US.seg_hist(1000,10000,32,10,'trending video dislikes','frequency')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，超过4542.0的点是离群点。  \n",
    "由直方图可以看出，视频踩量差异明显，3000踩量以下的视频占了大多数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comment_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "614.0\n",
      "1856.0\n",
      "5755.0\n",
      "1361580.0\n",
      "离群点： 13466.5\n"
     ]
    }
   ],
   "source": [
    "US_data_comment_count = np.array(US_data['comment_count'])\n",
    "US_data_comment_count.sort()\n",
    "for i in range(0,101,25):\n",
    "        print(np.percentile(US_data_comment_count, i))\n",
    "outlier = np.percentile(US_data_comment_count,75) + (np.percentile(US_data_comment_count,75) - np.percentile(US_data_comment_count,25)) * 1.5\n",
    "print('离群点：', outlier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAS8AAAFlCAYAAAC6HW7SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3df3RV5Z3v8fc3ARISsYBigcSKnbLmRnN1ajPWUZertLcKvd7Cmlt/oL1ym1zoddrMj9YftJkZx3biVVunrdzWX8OZYm+JOE5HnSKjjJPaxWC1WK0itIUltQYoUoMKgQSSfO8f5znxgMnJJjmHnb35vNY665zz3Xuf55tV+2Xv53n2s83dERFJmrK4ExARGQkVLxFJJBUvEUkkFS8RSSQVLxFJJBUvEUmkcXEnkAQnn3yyz5o1K+40RI47zz333O/cfdpg21S8Ipg1axYbNmyIOw2R446ZvTrUNl02ikgilbR4mVnGzF43s42DbLvOzNzMTg7fzczuNLOtZvaimZ2Tt+8iM9sSXovy4h8ys5fCMXeamYX4VDNbG/Zfa2ZThmtDRJKl1Gde3wXmHhk0s1OBjwO/yQvPA2aH1xLgrrDvVOAm4MPAucBNuWIU9lmSd1yuraXAk+4+G3gyfB+yDRFJnpIWL3f/MdA5yKZvADcA+TdWzgfu96yfAJPNbAZwCbDW3TvdfQ+wFpgbtp3o7k979gbN+4EFeb+1InxecUR8sDZEJGGOeZ+XmX0S2O7uPz9iUw3wWt73jhArFO8YJA7wXnffCRDeTxmmjcHyXGJmG8xsw+7duyP+dSJyrBzT4mVmVUAL8NeDbR4k5iOIF0wh6jHufq+7N7h7w7Rpg47UikiMjvWZ1+8BpwM/N7NfA7XAz8xsOtmzoFPz9q0FdgwTrx0kDrArdzkY3l8P8aF+S0QS5pgWL3d/yd1PcfdZ7j6LbDE5x91/CzwKXBNGBM8D3gqXfI8DF5vZlNBRfzHweNi218zOC6OM1wCPhKYeBXKjkouOiA/WhogkTEknqZpZG/AR4GQz6wBucvflQ+z+GPAJYCuwH/gMgLt3mtlXgZ+G/b7i7rlBgGvJjmhOBNaEF8CtwINm1kR2RPOyQm2ISPKYVlIdXkNDg2uGffK0tbXR2trK5s2bqauro6WlhYULF8adlhwFM3vO3RsG26bbgySV2traaGlpYfny5Vx44YWsW7eOpqYmABWwlNCZVwQ680qe+vp6li1bxpw5cwZi7e3tNDc3s3Hju274kDGq0JmXilcEKl7JU15eTnd3N+PHjx+IHTp0iMrKSvr6+mLMTI5GoeKlG7Mllerq6li3bt1hsXXr1lFXVxdTRlJsKl6SSi0tLTQ1NdHe3s6hQ4dob2+nqamJlpaWuFOTIlGHvaRSrlO+ubl5YLSxtbVVnfUpoj6vCNTnJRIP9XmJSOqoeElqtbW1UV9fT3l5OfX19bS1tcWdkhSR+rwklTRJNf3U5xWB+rySR5NU00GTVEdJxSt5NEk1HdRhL8cdTVJNPxUvSSVNUk0/ddhLKmmSavqpzysC9XmJxEN9XiKSOipeklqapJpu6vOSVNIk1fRTn1cE6vNKHk1STQdNUh0lFa/k0STVdFCHvRx3NEk1/VS8JJU0STX91GEvqaRJqumnPq8I1OclEg/1eYlI6qh4SWppkmq6qc9LUkmTVNNPfV4RqM8reerr61mwYAEPP/zwQId97rsmqSZHoT4vnXlJKm3atIldu3Zxwgkn4O50dXVxzz338MYbb8SdmhSJ+rwklcrLy+nr6yOTydDT00Mmk6Gvr4/y8vK4U5MiUfGSVOrt7aWiouKwWEVFBb29vTFlJMWm4iWpde655zJv3jwmTJjAvHnzOPfcc+NOSYpIxUtSaerUqaxevZpbbrmFrq4ubrnlFlavXs3UqVPjTk2KpKTFy8wyZva6mW3Mi33NzH5hZi+a2T+b2eS8bV8ys61m9kszuyQvPjfEtprZ0rz46Wb2jJltMbNVZjYhxCvC961h+6zh2pB0qaqqoqKigqVLl1JdXc3SpUupqKigqqoq7tSkSEp95vVdYO4RsbVAvbufBfwK+BKAmZ0BXAmcGY75jpmVm1k58G1gHnAGsDDsC3Ab8A13nw3sAZpCvAnY4+4fAL4R9huyjWL/0RK/7du3v6tzvry8nO3bt8eUkRRbSYuXu/8Y6Dwi9oS753pNfwLUhs/zgQfcvcfdtwFbgXPDa6u7v+LuB4EHgPlmZsBHgYfC8SuABXm/tSJ8fgj4WNh/qDYkZcrLy+nv76empgYzo6amhv7+fo02pkjcfV6NwJrwuQZ4LW9bR4gNFT8JeDOvEObih/1W2P5W2H+o35KU6e3tZf/+/Rw4cAB358CBA+zfv1+jjSkSW/EysxagF/h+LjTIbj6C+Eh+a7D8lpjZBjPbsHv37sF2kTGuqqqKiRMnUlZWxsSJE9XflTKxFC8zWwRcClzt79yf1AGcmrdbLbCjQPx3wGQzG3dE/LDfCtvfQ/bydajfehd3v9fdG9y9Ydq0aSP5MyVmFRUVZDIZuru7yWQy75r3Jcl2zIuXmc0FbgQ+6e778zY9ClwZRgpPB2YDzwI/BWaHkcUJZDvcHw1Frx34VDh+EfBI3m8tCp8/Bfx72H+oNiSF+vr6aGxspLKyksbGRq1dnzIlvbfRzNqAjwAnm1kHcBPZ0cUKYG22D52fuPv/dveXzexBYBPZy8nPuXtf+J3PA48D5UDG3V8OTdwIPGBmfws8DywP8eXA98xsK9kzrisBCrUh6VJbW8u+ffsOi5kZtbW1QxwhSaNVJSLQqhLJ09bWRlNTEwcOHBiITZw4keXLl2tJnATRSqpy3Fm/fj09PT1Mnz6dsrIypk+fTk9PD+vXr487NSkSFS9Jpfvuu4+vfe1r7Ny5k76+Pnbu3MnXvvY17rvvvrhTkyLRZWMEumxMHjOjq6vrsOkR+/fvp7q6Gv03nxy6bJTjTkVFBXffffdhsbvvvlvTJVJExUtSafHixVx//fVMnz4dM2P69Olcf/31LF68OO7UpEhUvCSVzj//fKqrq+nszN5a29nZSXV1Neeff37MmUmxqHhJKrW2tvLII49w8OBB3J2DBw/yyCOP0NraGndqUiTqsI9AHfbJU15eTnd3N+PHjx+IHTp0iMrKSs20TxB12Mtxp66ujnXr1h0WW7duHXV1dTFlJMWm4iWp1NLSQlNTE+3t7Rw6dIj29naamppoaWmJOzUpEj23UVJp4cKFrF+/nnnz5tHT00NFRQWLFy/WrUEpojMvSaW2tjZWr17NmjVrOHjwIGvWrGH16tW0tbXFnZoUiTrsI1CHffLU19ezbNky5syZMxBrb2+nubmZjRs3FjhSxpJCHfYqXhGoeCWPRhvTQaONctzRaGP6qXhJKmm0Mf002iiplBtVbG5uZvPmzdTV1dHa2qrRxhTRmZeIJJLOvCSV2traaGlpYfny5Vx44YWsW7eOpqbsA9V19pUOGm2MQKONyaOpEumgqRKjpOKVPJoqkQ6aKiHHHU2VSD/1eUkqtbS0cMUVV1BdXc2rr77KaaedRldXF9/61rfiTk2KRGdeknrh4caSMipekkqtra2sWrWKbdu20dfXx7Zt21i1apVWUk0RddhHoA775FGHfTqow16OO3V1ddx8883U19dTXl5OfX09N998szrsU0TFS1Jpzpw53HbbbTQ2NrJ3714aGxu57bbbDpv3Jcmm4iWp1N7ezo033kgmk2HSpElkMhluvPFG2tvb405NikR9XhGozyt51OeVDqPu8zKzdz0jfbCYyFihSarpF/Wy8emIMZExQet5pV/BGfZmNh2oASaa2QeB3Gy/E4GqEucmMmJazyv9CvZ5mdki4H8CDUB+p89e4Lvu/oOSZjdGqM9LJB6F+rwKnnm5+wpghZn9d3f/p5JkJyIyAlH7vH5oZleZ2ZfN7K9zr+EOMrOMmb1uZhvzYlPNbK2ZbQnvU0LczOxOM9tqZi+a2Tl5xywK+28JZ4O5+IfM7KVwzJ0WbmIbSRsikixRi9cjwHygF+jKew3nu8DcI2JLgSfdfTbwZPgOMA+YHV5LgLsgW4iAm4APA+cCN+WKUdhnSd5xc0fShogkT9QlcWrd/cgiNCx3/7GZzToiPB/4SPi8AvgRcGOI3+/ZTrifmNlkM5sR9l3r7p0AZrYWmGtmPwJOdPenQ/x+YAGw5mjbcPedR/u3iUi8op55rTez/1ykNt+bKxbh/ZQQrwFey9uvI8QKxTsGiY+kjXcxsyVmtsHMNuzevfuo/kARKb2oxetC4Dkz+2XoK3rJzF4sci6DLbrkI4iPpI13B93vdfcGd2+YNm3aMD8rIsda1MvGeUVsc1fuUi1cFr4e4h3AqXn71QI7QvwjR8R/FOK1g+w/kjZEJGGinnn5EK+ReBTIjRguIjsYkItfE0YEzwPeCpd8jwMXm9mU0FF/MfB42LbXzM4Lo4zXHPFbR9OGiCRM1DOv1bxzqVYJnA78Ejiz0EFm1kb2rOlkM+sgO2p4K/CgmTUBvwEuC7s/BnwC2ArsBz4D4O6dZvZV4Kdhv6/kOu+Ba8mOaE4k21G/JsSPqg0RSZ4RrSoR5kd91t0/W/yUxh7NsBeJR9FXUnX3nwF/OKqsRERGIdJlo5l9Ie9rGXAOoPkDIhKbqH1ek/I+95LtA9O9jiISm0jFy91vBjCzSdmvvq+kWYmIDCPqSqr1ZvY8sBF42cyeM7P60qYmIjK0qB329wJfcPfT3P004IshJiISi6jFq9rdBx674u4/AqpLkpGISARRO+xfMbO/Ar4Xvn8a2FaalEREhhf1zKsRmAb8ILxORrPTRSRGUUcb9wB/WuJcREQiizrauNbMJud9n2Jmj5cuLRGRwqJeNp7s7m/mvoQzsVMK7C8iUlJRi1e/mb0v98XMTmPkS+KIHBNtbW3U19dTXl5OfX09bW1tcackRRR1tLEFWGdmT4XvF5F9gIXImNTW1kZLSwvLly/nwgsvZN26dTQ1NQHowbMpEXlJHDM7GTiP7JpeT7v77/K2nenuL5cmxfhpSZzkqa+vZ9myZcyZM2cg1t7eTnNzMxs3bixwpIwlhZbEGdF6XoM08DN3T+0zEFW8kqe8vJzu7m7Gjx8/EDt06BCVlZX09fXFmJkcjaKv5zVYG0X6HZGiqKurY926dYfF1q1bR11dXUwZSbEVq3ip817GlJaWFpqammhvb+fQoUO0t7fT1NRES0tL3KlJkUTtsBdJlFynfHNzM5s3b6auro7W1lZ11qdIsYrXwSL9jkjRLFy4UMUqxaLOsH+yUMzdzytmUiIiwyl45mVmlUAV2UeXTeGdjvkTgZklzk1EZEjDXTZ+FvhzsoXqOd4pXm8D3y5hXiIiBRUsXu7+LeBbZtbs7suOUU4iIsOKuiTOMjM7H5iVf4y731+ivERECor63MbvAb8HvADkpic7oOIlIrGIOlWiATjDi3EvkYhIEUSdYb8RmF7KREREjkbUM6+TgU1m9izQkwu6+ydLkpWIyDCinnn9DbAAuAW4I+8lMmZpMcJ0izra+FRYPXW2u/+bmVUB5aVNTWTktBhh+kW9PWgx8BBwTwjVAA+XKimR0WptbeWqq66iubmZyspKmpubueqqq2htbY07NSmSqH1enwPOBZ4BcPctZqYHcMiYtWnTJnbt2sUJJ5yAu9PV1cU999zDG2+8EXdqUiRR+7x63H1g5QgzG4fW8JIxrLy8nAMHDhwWO3DgAOXl6u1Ii6jF6ykz+zIw0cw+Dvwj8C+jadjM/sLMXjazjWbWZmaVZna6mT1jZlvMbJWZTQj7VoTvW8P2WXm/86UQ/6WZXZIXnxtiW81saV580DYkXXp7e+nu7qa5uZl9+/bR3NxMd3c3vb29cacmRRK1eC0FdgMvkb1Z+zHgL0faqJnVkH0Cd4O715Pt/L8SuA34hrvPBvYATeGQJmCPu38A+EbYDzM7Ixx3JjAX+I6ZlZtZOdkbx+cBZwALw74UaENS5vLLLyeTyTBp0iQymQyXX3553ClJEUUqXu7e7+73uftl7v6p8Hm0l43jyJ7JjSO77M5O4KNkBwYAVpCdngEwP3wnbP+YmVmIP+DuPe6+DdhKtm/uXGCru78SLncfAOaHY4ZqQ1Kmvb2dZcuW0d3dzbJly2hvb487JSmiqKONl5rZ82bWaWZvm9leM3t7pI26+3bg68BvyBatt8guufOmu+fO6zvIjmoS3l8Lx/aG/U/Kjx9xzFDxkwq0ISlSW1tLd3c3jY2NVFZW0tjYSHd3N7W1tXGnJkUS9bLxm8Ai4CR3P9HdJ7n7iSNtNCxsOB84nexaYdVkL/GOlDu7G+zpRF7E+GA5LjGzDWa2Yffu3YPtImPY7bffTl9fH9u3b6e/v5/t27fT19fH7bffHndqUiRRi9drwMYi3pj9X4Bt7r7b3Q8BPwDOByaHy0iAWmBH+NwBnAoDI53vATrz40ccM1T8dwXaOIy73+vuDe7eMG3atNH8rRKTyspKampqKCsro6amhsrKyrhTkiKKWrxuAB4LI3tfyL1G0e5vgPPMrCr0Q30M2AS0A58K+ywCHgmfHw3fCdv/PRTSR4Erw2jk6cBs4Fngp8DsMLI4gWyn/qPhmKHakBRpbW1l1apVbNu2jb6+PrZt28aqVas0STVFIj0x28yeAPaRHW3sz8Xd/eYRN2x2M3AF0As8D/wvsv1PDwBTQ+zT7t4T1tL/HvBBsmdcV7r7K+F3WoDG8Dt/7u5rQvwTZC93y4GMu7eG+PsHa6NQrnpidvLoidnpUOiJ2VFn2E9194uLmBPufhNw0xHhV8iOFB65bzdw2RC/0wq8659Td3+M7JSOI+ODtiHpknti9pw5cwZiemJ2ukS9bPw3Mytq8RIpJT0xO/2O5t7GG8ysBzhEdtTORzPiKFJKemJ2+kXq8zreqc9LJB7F6PPCzM7i3U8P+sGosxMRGYGoTw/KAGcBL/POaKOTnZ8lInLMRT3zOs/dzxh+NxGRYyPqaOPTeasyiCSC1rBPt6hnXivIFrDfkn16UG608aySZSYyClrDPv2izrDfCnyBd8+wf7V0qY0dGm1Mnvr6epYtW3bYJNX29naam5vZuHFjjJnJ0Sg02hi1eP27u3+06JklhIpX8uj2oHQoVLyi9nn9wsxWmtlCM/vj3KuIOYoUVe72oHy6PShdohaviWT7ui4G/lt4XVqqpERGS7cHpV/Uh85+ptSJiBSTbg9Kv6jLQNea2T+b2etmtsvM/snMtJ6uiMQm6mXjP5Bd+G8m2TW3/iXERMak3FSJ/AdwtLS0aK5XikQdbXzB3f9guFhaabQxeerr61mwYAEPP/zwwGVj7rumSiRHMW7M/p2ZfRrI/bO1ENBz02XM2rRpE11dXWQymYFJqo2Njbz66nExNfG4EPWysRG4HPgt2UeVfSrERMakCRMmcMEFF9Dc3ExlZSXNzc1ccMEFTJigB6SnRdSHzv7G3T/p7tPc/RR3X3C8zK6XZOrp6WHVqlU0Njayd+9eGhsbWbVqFT09BR9XIAkSdbRxhZlNzvs+JSyTIzImVVRUcMUVV5DJZJg0aRKZTIYrrriCioqKuFOTIol62XiWu7+Z++Lue8g+yUdkTDp48CDr168/bLRx/fr1HDx4MO7UpEiidtiXmdmUULQws6lHcazIMXfGGWewYMGCwyapXnXVVTz88MNxpyZFErUA3QGsN7OHyK6gejmDPG5MZKxoaWkZdEkcPXQ2PaLeHnS/mW0APkp2La8/dvdNJc1MZBQWLlzI+vXrmTdvHj09PVRUVLB48WLdHpQiUfu8cPdN7v5/3X2ZCpeMdW1tbaxevZo1a9Zw8OBB1qxZw+rVqzXDPkX06LMINMM+eTTDPh2K8ugzkSTRDPv0O5rnNr4X+MPw9Vl3f700KYmMXv4M+9yZ1wUXXMDOnTvjTk2KJOok1cuBZ4HLyI40PmNmnyplYiKjoRn26Re1w74F+EN3X+Tu1wDnAn9VurRERkcz7NMvavEqO+Iy8Y2jOFbkmDt48CBPPPEEXV1duDtdXV088cQTmmGfIlH7vP7VzB7nnSVxrgDWlCYlkdGrqalh7969VFdXY2ZAtqDV1NTEnJkUS9RVJa4H7gHOAs4G7nX3G0qZmMhoVVVVkclk6O7uJpPJUFVVFXdKUkRHc+n3HPCYu/8F8LiZTSpRTiKjtmPHDhYsWMC8efOYMGEC8+bNY8GCBezYsSPu1KRIoo42LgYeInv2Bdl17HWHq4xZM2fOZOXKlcyYMQMzY8aMGaxcuZKZM2fGnZoUSdQzr88BFwBvA7j7FuCU0TRsZpPN7CEz+4WZbTazPzKzqWa21sy2hPcpYV8zszvNbKuZvWhm5+T9zqKw/xYzW5QX/5CZvRSOudNCx8dQbUi67N+/n3379tHc3HzY+/79++NOTYokavHqcfeBYRozG0d2dYnR+Bbwr+7+n8j2o20GlgJPuvts4MnwHWAeMDu8lgB3hTymAjcBHyY7feOmvGJ0V9g3d9zcEB+qDUmRzs5ObrjhhsOmStxwww10dnbGnZoUSdTi9ZSZfRmYaGYfB/6R7OPPRsTMTgQuApYDuPvBsNjhfGBF2G0FsCB8ng/c71k/ASab2QzgEmCtu3eGtcbWAnPDthPd/WnP3rx5/xG/NVgbkjJz5sxh48aN9PX1sXHjRubMmRN3SlJEUYvXUmA38BLwWeAx4C9H0e77w+/9g5k9b2Z/b2bVwHvdfSdAeM9dmtYAr+Ud3xFiheIdg8Qp0MZhzGyJmW0wsw27d+8e+V8qsaitrWXRokW0t7dz6NAh2tvbWbRoEbW1elZyWkSdKtHv7ve5+2Xu/qnweTSXjeOAc4C73P2DQBeFL99ssLRGEI/M3e919wZ3b5g2bdrRHCpjwO23305vby+NjY1UVlbS2NhIb28vt99+e9ypSZEUnKRqZi9R4P/07n7WCNvtADrc/Znw/SGyxWuXmc1w953h0u/1vP1PzTu+FtgR4h85Iv6jEK8dZH8KtCEpklt0MLdyanV1NbfccosWI0yR4WbYXxrePxfevxferwZGPGzj7r81s9fM7Pfd/ZfAx4BN4bUIuDW8PxIOeRT4vJk9QLZz/q1QfB4HbsnrpL8Y+JK7d5rZXjM7D3gGuAZYlvdbg7UhKbNw4UIVqxQrWLxyz2Y0swvc/YK8TUvN7D+Ar4yi7Wbg+2Y2AXgF+AzZy9gHzawJ+A3ZVSwg28f2CWAr2aL5mZBfp5l9Ffhp2O8r7p4bTroW+C4wkeytTLnbmW4dog0RSZBIK6ma2QvA5919Xfh+PvAdd/+DEuc3JmglVZF4FFpJNepoYxPwbTP7tZn9GvgO0Fik/ERKoq2tjfr6esrLy6mvr9f69SkT9elBzwFnh/lZ5u5vlTYtkdFpa2sb9NFngPrBUqLgZaOZfdrd/5+ZfWGw7e7+dyXLbAzRZWPy1NfXs2zZssMmpra3t9Pc3KwHcCTIaC4bq8P7pCFeImPS5s2b6ejoOOyysaOjg82bN8edmhRJ1A77ae5+3E4z15lX8px66qn09vaycuXKgcvGq666inHjxvHaa68N/wMyJhTj0WfrzWwbsAr4QbiPUGRM6+7uHnjc2WmnnUZ3dzcnnHBC3GlJkUS9PWg22XsZzwSeM7MfmtmnS5qZyChs376dceOy/zbnloEeN24c27dvjzMtKaLIK6m6+7Pu/gWyS8908s7KDCJjzoQJE7jkkkuors5221ZXV3PJJZcwYcKEmDOTYom6kuqJYdG/NcB6YCfZIiYyJum5jekXtcN+G9llnx9096dLntUYow775KmsrOS0005jy5YtuDtmxuzZs3n11Vfp7u6OOz2JqBgd9u8f5RI4IsdUT08Pv/rVr5gyZQp79uxh8uTJ/OpXv4o7LSmiqB32KlySOOPHj2ffvn0A7Nu3j/Hjx8eckRSTnnotqdXX18ett95KV1cXt956K319fXGnJEUUqc/reKc+r+QxM2pra9m+fftAn1dNTQ0dHR3ov/nkGHWfl5ndOUj4LWCDu2sxPxmTOjo6OOGEE9i3bx/V1dV0dHQMf5AkRtTLxkrgD4At4XUWMBVoMrNvlig3kVHL7/OSdIk62vgB4KPu3gtgZncBTwAfJ/tEIZExqby8nL6+voF3SY+oZ141vLPCBOHzTHfvAzTrT8akcePGUVaW/U+8rKxs4HYhSYeo/2veDrxgZj8i+1ixi8g++KIa+LcS5SYyKr29vQPFq6+vj/7+/pgzkmKKupLqcjN7jOwtQQZ82d1zjxK7vlTJiYxWrmCpcKXP0czzKiP7lOtO4ANmdlFpUhIpnvzLRkmXqFMlbgOuAF4Gcv+EOfDjEuUlUhS55XBy75IeUfu8FgC/7+7qnBeRMSHqufQrgG4Mk8TJTY/QNIn0iXrmtZ/saOOT5E2NcPc/LUlWIkVSVlZGf3//wLukR9Ti9Wh4iSRG/sTU/v5+TVRNmahTJbTksyROf38/06dP5/XXX+eUU05h165dcackRVSweJnZg+5+uZm9RHZ08TDuflbJMhMpgt/+9rcD7xpxTJfhzrz+LLxfWupERIottxRO/rukR8Hi5e47w/urxyYdkeLJL1gqYOlTcKqEme01s7eHeh2rJEVGwsy444476Orq4o477tBlY8oULF7uPsndTwS+CSwlu7pELXAj8LelT09k5M4++2wymQyTJk0ik8lw9tlnx52SFFHUqRKXuPuH877fZWbPkF1tQmRMev7555kyZQr9/f3s2LGDPXv2xJ2SFFHUGfZ9Zna1mZWbWZmZXQ1owoyMWVOnTgUYKFi591xcki9q8boKuBzYFV6XhdiohGL4vJn9MHw/3cyeMbMtZrbKzCaEeEX4vjVsn5X3G18K8V+a2SV58bkhttXMlubFB21D0qWqqorJkycza9YsysrKmDVrFpMnT6aqqiru1KRIoj638dfuPt/dT3b3ae6+wN1/XYT2/wzYnPf9NuAb7j4b2AM0hXgTsMfdPwB8I+yHmZ0BXAmcCcwFvhMKYjnwbWAecAawMOxbqA1JkR07drBw4UJ27txJf38/O3fuZOHChezYsWP4gyURIhUvM5tmZl82s3vNLJN7jScHkMkAAAlUSURBVKZhM6sF/ivw9+G7AR8FHgq7rCC7mgXA/PCdsP1jYf/5wAPu3uPu24CtZBdMPBfY6u6vuPtB4AFg/jBtSIrMnDmTlStXMmPGDMyMGTNmsHLlSmbOnBl3alIkUS8bHwHeQ3bJ59V5r9H4JnAD76wPdhLwZu4hH0AH2dFNwvtrAGH7W2H/gfgRxwwVL9SGpMj+/fvZt28fzc3Nh73v378/7tSkSKKONla5+43FatTMLgVed/fnzOwjufAgu/ow24aKD1aUC+0/WI5LgCUA73vf+wbbRcawzs5OzjnnHK677jq++MUvYmZ88IMf5Gc/+1ncqUmRRD3z+qGZfaKI7V4AfNLMfk32ku6jZM/EJptZrqDWArkOig7gVICw/T1kl6MeiB9xzFDx3xVo4zDufq+7N7h7w7Rp00b+l0psXnjhBb7+9a/T1dXF17/+dV544YW4U5JicvdhX8Bespd33cDb4fvbUY6N8NsfAX4YPv8jcGX4fDfwJ+Hz54C7w+crgQfD5zOBnwMVwOlkF00sJ3tG+UqITQj7nFmojUKvD33oQy7JAnh5ebmTPbM+7LskB7DBh/j/ZdQlcSYdbVEcoRuBB8zsb4HngeUhvhz4npltJXvGdWXI62UzexDYBPQCn/PssyQxs88Dj5MtZhl3f3mYNiRljly7S2t5pYt5hBtVwyjd1cDp7v5VMzsVmOHuz5Y6wbGgoaHBN2zYEHcachRy9zEO9sTsKP/Ny9hgZs+5e8Ng26L2eX0H+CPemZi6j+w8KpExLVeoVLDSJ+po44fd/Rwzex7A3fdoZrokgR46m15Rz7wOhVnrDtlJq7wzP0tE5JiLWrzuBP4ZOMXMWoF1wC0ly0pEZBhRRxu/b2bPAR8jO9FzgbtvHuYwkdhpGej0GrZ4mVkZ8KK71wO/KH1KIsWjDvv0Gvay0d37gZ+bme6REZExI+po4wzgZTN7FujKBd39kyXJSkRkGFGL180lzUJE5ChFLV6f8CNWlTCz24Cnip+SiMjwok6V+PggsXnFTERE5GgUPPMys2uBPwHeb2Yv5m2aBPxHKRMTESlkuMvGlcAa4P+QfW5jzl537yxZViJFMmXKFN566y3e85736NFnKVOweLn7W2SXXF54bNIRKR4zO+zRZ5qomi5R+7xEEsfdmThxImVlZUycOFGFK2WijjaKJNKBAwcOe5f00JmXiCSSipekUnl5+VHFJXlUvCSVcosPXnvttbz55ptce+21h8Ul+VS8JJXcnUsvvZRMJsPkyZPJZDJceuml6rRPERUvSa2LLrqI7u5u3J3u7m4uuuiiuFOSIor09KDjnZ4elDwnnXQSe/bsoaysbODpQf39/UyZMoU33ngj7vQkomI8PUgkURoaGvIfbDzwuaFh0P8fSAKpeEkqPfXUU1x99dXU1dVRVlZGXV0dV199NU89pYVQ0kKXjRHosjF5zIyuri6qqqoGYvv376e6ulqd9gmiy0Y57lRUVHD33XcfFrv77rupqKiIKSMpNhUvSaXFixdz3XXXMW7cOMyMcePGcd1117F48eK4U5Mi0b2NklruTl9fH8DAu6SH+rwiUJ9X8pSVlQ3at2VmmmWfIOrzkuPOUP8o6x/r9FDxEpFEUvESkURS8RKRRFLxEpFEUvESkUSKpXiZ2alm1m5mm83sZTP7sxCfamZrzWxLeJ8S4mZmd5rZVjN70czOyfutRWH/LWa2KC/+ITN7KRxzp5lZoTZEJFniOvPqBb7o7nXAecDnzOwMss+GfNLdZwNP8s6zIucBs8NrCXAXZAsRcBPwYeBc4Ka8YnRX2Dd33NwQH6oNEUmQWIqXu+9095+Fz3uBzUANMB9YEXZbASwIn+cD93vWT4DJZjYDuARY6+6d7r4HWAvMDdtOdPenPTux5/4jfmuwNkQkQWLv8zKzWcAHgWeA97r7TsgWOOCUsFsN8FreYR0hVijeMUicAm0cmdcSM9tgZht279490j9PREok1uJlZicA/wT8ubu/XWjXQWI+gnhk7n6vuze4e8O0adOO5lAROQZiK15mNp5s4fq+u/8ghHeFSz7C++sh3gGcmnd4LbBjmHjtIPFCbYhIgsQ12mjAcmCzu/9d3qZHgdyI4SLgkbz4NWHU8TzgrXDJ9zhwsZlNCR31FwOPh217zey80NY1R/zWYG2ISILEtSTOBcD/AF4ysxdC7MvArcCDZtYE/Aa4LGx7DPgEsBXYD3wGwN07zeyrwE/Dfl9x987w+Vrgu8BEYE14UaANEUkQLYkTgZbESZ4wrW9Q+m8+ObQkjoikjoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCTScVm8zGyumf3SzLaa2dK485GRM7NBX0d7jCTPcVe8zKwc+DYwDzgDWGhmZ8SblYyUuw/6OtpjJHmOu+IFnAtsdfdX3P0g8AAwP+acZAhTp04d8uyq0KuQo/2tqVOnHqO/Vo7GuLgTiEEN8Fre9w7gw0fuZGZLgCUA73vf+45NZvIunX/aB5wYcxZ9Mbcvgzkei9dg/yy/67rB3e8F7gVoaGjQdUVc/uatuDOQMep4vGzsAE7N+14L7IgpFxEZoeOxeP0UmG1mp5vZBOBK4NGYcxKRo3TcXTa6e6+ZfR54HCgHMu7+csxpichROu6KF4C7PwY8FnceIjJyx+Nlo4ikgIqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJKKl4gkkoqXiCSSipeIJJJpIbbhmdlu4NW485AROxn4XdxJyIic5u7TBtug4iWpZ2Yb3L0h7jykuHTZKCKJpOIlIomk4iXHg3vjTkCKT31eIpJIOvMSkURS8ZLUMrOMmb1uZhvjzkWKT8VL0uy7wNy4k5DSUPGS1HL3HwOdcechpaHiJSKJpOIlIomk4iUiiaTiJSKJpOIlqWVmbcDTwO+bWYeZNcWdkxSPZtiLSCLpzEtEEknFS0QSScVLRBJJxUtEEknFS0QSScVLRBJJxUtEEknFS0QS6f8DEDz1ycA93LwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 6))\n",
    "plt.boxplot(US_data_comment_count, notch=False, vert=True)\n",
    "plt.ylabel('trending video comment_count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABzwAAAI/CAYAAAACzK92AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdb6je533f8c93Pm3Y6IqV+SR4/oPcopY6feAmkm0oLWbZHNuMOh1ksxmxlB2mpjishTyIk42pJAS8P23BtHVRJ3FsCE7dJa3NUPE00y4LxK3kNHPsuMVKmsaqha1FIQm4BOx+9+D81Ny2j4505PNHl87rBYdzn+993beu+9nhvPW7ftXdAQAAAAAAABjR39vsDQAAAAAAAACcL8ETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGHNbfYGVnLZZZf19u3bN3sbAMAAnnzyyf/X3fObvQ/OzO92AMC58Hvdhc/vdQDAudjI3+su6OC5ffv2HD16dLO3AQAMoKr+arP3wMr8bgcAnAu/1134/F4HAJyLjfy9zpG2AAAAAAAAwLAETwAAAAAAAGBYgicAwBZRVVdV1R9V1bNV9UxV/dI0f2tVHa6q56bv26Z5VdV9VXWsqp6qqnfOvNfuaf1zVbV7sz4TAAAAAAieAABbxytJPtzdP5HkxiR3V9W1Se5J8nh370jy+PRzktyaZMf0tTfJ/clSIE2yL8kNSa5Psu90JAUAAACAjSZ4AgBsEd19oru/OD3+bpJnk1yR5PYkD0zLHkjy3unx7Uke7CVPJLm0qi5P8p4kh7v7VHd/K8nhJLds4EcBAAAAgL8jeAIAbEFVtT3JTyX5kyRv7+4TyVIUTfK2adkVSZ6fednxaXamOQAAAABsOMETAGCLqaofSvKZJL/c3d9Zaekys15hvty/tbeqjlbV0ZMnT65+swAAAABwFoInAMAWUlU/kKXY+anu/uw0fnE6qjbT95em+fEkV828/MokL6wwf4Pu3t/dO7t75/z8/Np9EAAAAACYCJ4AAFtEVVWSA0me7e5fm3nq0SS7p8e7kzwyM7+rltyY5NvTkbePJbm5qrZV1bYkN08zAAAAANhwc5u9AQAANsxPJ3l/ki9X1Zem2ceS3Jvk4apaSPKNJO+bnjuU5LYkx5K8nOQDSdLdp6rqE0mOTOs+3t2nNuYjAAAAAMBrCZ4AAFtEd38+y99/M0nevcz6TnL3Gd7rYJKDa7c7AAAAADg/jrQFAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsARPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYc5u9gc20sHhkVesP7Nm1TjsBAODNWs3vdn6vAwC4cPmbHQCwWq7wBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsARPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAwECq6qqq+qOqeraqnqmqX5rmb62qw1X13PR92zSvqrqvqo5V1VNV9c6Z99o9rX+uqnZv1mcCAHgzBE8AAAAAGMsrST7c3T+R5MYkd1fVtUnuSfJ4d+9I8vj0c5LcmmTH9LU3yf3JUiBNsi/JDUmuT7LvdCQFABiJ4AkAAAAAA+nuE939xenxd5M8m+SKJLcneWBa9kCS906Pb0/yYC95IsmlVXV5kvckOdzdp7r7W0kOJ7llAz8KAMCaEDwBAAAAYFBVtT3JTyX5kyRv7+4TyVIUTfK2adkVSZ6fednxaXamOQDAUARPAAAAABhQVf1Qks8k+eXu/s5KS5eZ9Qrz5f6tvVV1tKqOnjx5cvWbBQBYR4InAAAAAAymqn4gS7HzU9392Wn84nRUbabvL03z40mumnn5lUleWGH+Bt29v7t3dvfO+fn5tfsgAABr4KzBs6quqqo/qqpnq+qZqvqlaf7WqjpcVc9N37dN86qq+6rqWFU9VVXvnHmv3dP656pq9/p9LAAAAAC4OFVVJTmQ5Nnu/rWZpx5NcvpvbruTPDIzv2v6u92NSb49HXn7WJKbq2rb9Le9m6cZAMBQ5s5hzStJPtzdX6yqf5jkyao6nGRPkse7+96quifJPUk+kuTWJDumrxuS3J/khqp6a5J9SXZm6WiMJ6vq0emG6AAAAADAufnpJO9P8uWq+tI0+1iSe5M8XFULSb6R5H3Tc4eS3JbkWJKXk3wgSbr7VFV9IsmRad3Hu/vUxnwEAIC1c9bgOf1vr9M3O/9uVT2bpZuX357kpmnZA0n+OEvB8/YkD3Z3J3miqi6djtC4Kcnh0780TdH0liQPreHnAQAAAICLWnd/PsvffzNJ3r3M+k5y9xne62CSg2u3OwCAjbeqe3hW1fYkP5XkT5K8fYqhp6Po26ZlVyR5fuZlx6fZmeYAAAAAAAAA5+Wcg2dV/VCWboT+y939nZWWLjPrFeav/3f2VtXRqjp68uTJc90eAAAAAAAAsAWdU/Csqh/IUuz8VHd/dhq/OB1Vm+n7S9P8eJKrZl5+ZZIXVpi/Rnfv7+6d3b1zfn5+NZ8FAIAVVNXBqnqpqp6emf1uVX1p+vr66XtAVdX2qvqbmed+e+Y176qqL1fVsaq6r6rOdJwaAAAAAKy7swbP6Q9YB5I8292/NvPUo0l2T493J3lkZn5XLbkxybenI28fS3JzVW2rqm1Jbp5mAABsjMUs3UP973T3v+ru67r7uiz9B7fPzjz91dPPdfcHZ+b3J9mbZMf09Zr3BAAAAICNNHcOa346yfuTfPn0//hP8rEk9yZ5uKoWknwjyfum5w4luS3JsSQvJ/lAknT3qar6RJIj07qPd/epNfkUAACcVXd/bron+xtM/8ntXyb5Jyu9x3Syxw939xemnx9M8t4kf7immwUAAACAc3TW4Nndn8/y999Mkncvs76T3H2G9zqY5OBqNggAwIb4mSQvdvdzM7NrqurPknwnyX/o7v+T5Ios3argtOPTDAAAAAA2xblc4QkAwMXvziQPzfx8IsnV3f3NqnpXkj+oqndk+f8I12d606ram6Xjb3P11Vev4XYBAAAAYMlZ7+EJAMDFrarmkvyLJL97etbd3+vub06Pn0zy1SQ/lqUrOq+cefmVSV4403t39/7u3tndO+fn59dj+wAAAABscYInAAD/NMmfd/ffHVVbVfNVdcn0+EeS7Ejyte4+keS7VXXjdN/Pu5I8shmbBgAAAIBE8AQA2DKq6qEkX0jy41V1vKoWpqfuyGuPs02Sn03yVFX93yT/PckHu/vU9NwvJvlvSY5l6crPP1z3zQMAAADAGbiHJwDAFtHdd55hvmeZ2WeSfOYM648m+ck13RwAAAAAnCdXeAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsARPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsARPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAW0hVHayql6rq6ZnZr1TVX1fVl6av22ae+2hVHauqv6iq98zMb5lmx6rqno3+HAAAAABwmuAJALC1LCa5ZZn5r3f3ddPXoSSpqmuT3JHkHdNrfquqLqmqS5L8ZpJbk1yb5M5pLQAAAABsuLnN3gAAABunuz9XVdvPcfntST7d3d9L8pdVdSzJ9dNzx7r7a0lSVZ+e1n5ljbcLAAAAAGflCk8AAJLkQ1X11HTk7bZpdkWS52fWHJ9mZ5oDAAAAwIYTPAEAuD/Jjya5LsmJJL86zWuZtb3C/A2qam9VHa2qoydPnlyLvQIAAADAawieAABbXHe/2N2vdvffJvmdfP/Y2uNJrppZemWSF1aYL/fe+7t7Z3fvnJ+fX/vNAwAAALDlCZ4AAFtcVV0+8+PPJ3l6evxokjuq6i1VdU2SHUn+NMmRJDuq6pqq+sEkd0xrAQAAAGDDzW32BgAA2DhV9VCSm5JcVlXHk+xLclNVXZelY2m/nuQXkqS7n6mqh5N8JckrSe7u7len9/lQkseSXJLkYHc/s8EfBQAAAACSCJ4AAFtKd9+5zPjACus/meSTy8wPJTm0hlsDAAAAgPPiSFsAAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsOY2ewMAALDRFhaPrGr9gT271mknAAAAALxZrvAEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsARPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAgMFU1cGqeqmqnp6Z/UpV/XVVfWn6um3muY9W1bGq+ouqes/M/JZpdqyq7tnozwEAsBYETwAAAAAYz2KSW5aZ/3p3Xzd9HUqSqro2yR1J3jG95req6pKquiTJbya5Ncm1Se6c1gIADGVuszcAAAAAAKxOd3+uqraf4/Lbk3y6u7+X5C+r6liS66fnjnX315Kkqj49rf3KGm8XAGBducITAAAAAC4eH6qqp6Yjb7dNsyuSPD+z5vg0O9McAGAogicAAAAAXBzuT/KjSa5LciLJr07zWmZtrzB/g6raW1VHq+royZMn12KvAABr5qzB0w3QAQAAAODC190vdver3f23SX4n3z+29niSq2aWXpnkhRXmy733/u7e2d075+fn137zAABvwrlc4bkYN0AHAAAAgAtaVV0+8+PPJzl9AcOjSe6oqrdU1TVJdiT50yRHkuyoqmuq6gez9He9RzdyzwAAa2HubAvcAB0AAAAALixV9VCSm5JcVlXHk+xLclNVXZelY2m/nuQXkqS7n6mqh7P0t7hXktzd3a9O7/OhJI8luSTJwe5+ZoM/CgDAm3bW4LmCD1XVXUmOJvlwd38rSzc1f2JmzeyNzl9/A/Qb3sS/DQAAAABbVnffucz4wArrP5nkk8vMDyU5tIZbAwDYcOdypO1y3AAdAAAAAAAA2HTnFTzdAB0AAAAAAAC4EJxX8HQDdAAAAAAAAOBCcNZ7eLoBOgAAAAAAAHChOmvwdAN0AAAAAAAA4EJ1XkfaAgAAAAAAAFwIBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMOa2+wNjGRh8ciq1h/Ys2uddgIAAAAAAAAkrvAEAAAAAAAABiZ4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAFtEVR2sqpeq6umZ2X+pqj+vqqeq6ver6tJpvr2q/qaqvjR9/fbMa95VVV+uqmNVdV9V1WZ8HgAAAABIkrnN3gAAABtmMclvJHlwZnY4yUe7+5Wq+k9JPprkI9NzX+3u65Z5n/uT7E3yRJJDSW5J8ofrtekLwcLikVWtP7Bn1zrtBAAAAIDXc4UnAMAW0d2fS3LqdbP/2d2vTD8+keTKld6jqi5P8sPd/YXu7izF0/eux34BAAAA4FwIngAAnPZv8torNa+pqj+rqv9dVT8zza5IcnxmzfFpBgAAAACbwpG2AACkqv59kleSfGoanUhydXd/s6releQPquodSZa7X2ev8L57s3T8ba6++uq13TQAAAAAxBWeAABbXlXtTvLPk/zr6ZjadPf3uvub0+Mnk3w1yY9l6YrO2WNvr0zywpneu7v3d/fO7t45Pz+/Xh8BAAAAgC1M8AQA2MKq6pYkH0nyc9398sx8vqoumR7/SJIdSb7W3SeSfLeqbqyqSnJXkkc2YesAAAAAkMSRtgAAW0ZVPZTkpiSXVdXxJPuSfDTJW5IcXuqXeaK7P5jkZ5N8vKpeSfJqkg9296nprX4xyWKSv5+le37O3vcTAAAAADaU4AkAsEV0953LjA+cYe1nknzmDM8dTfKTa7g1AAAAADhvjrQFAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsARPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABjW3GZv4GK2sHhkVesP7Nm1TjsBAAAAAACAi5MrPAEAAAAAAIBhCZ4AAAAAAADAsARPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhjW32RsAAICLzcLikVWtP7Bn1zrtBAAAAODi5wpPAAAAAAAAYFiCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAGALqaqDVfVSVT09M3trVR2uquem79umeVXVfVV1rKqeqqp3zrxm97T+uaravRmfBQAAAAASwRMAYKtZTHLL62b3JHm8u3ckeXz6OUluTbJj+tqb5P5kKZAm2ZfkhiTXJ9l3OpICAAAAwEab2+wN8H0Li0dWtf7Anl3rtBMA4GLV3Z+rqu2vG9+e5Kbp8QNJ/jjJR6b5g93dSZ6oqkur6vJp7eHuPpUkVXU4SxH1oXXePgAAAAC8gSs8AQB4e3efSJLp+9um+RVJnp9Zd3yanWkOAAAAABtO8AQA4ExqmVmvMH/jG1TtraqjVXX05MmTa7o5AAAAAEgETwAAkheno2ozfX9pmh9PctXMuiuTvLDC/A26e3937+zunfPz82u+cQAAAAAQPAEAeDTJ7unx7iSPzMzvqiU3Jvn2dOTtY0lurqptVbUtyc3TDAAAAAA23NxmbwAAgI1TVQ8luSnJZVV1PMm+JPcmebiqFpJ8I8n7puWHktyW5FiSl5N8IEm6+1RVfSLJkWndx7v71IZ9CAAAAACYIXgCAGwh3X3nGZ569zJrO8ndZ3ifg0kOruHWAAAAAOC8ONIWAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWHObvQEuXAuLR1a1/sCeXeu0EwAAAAAAAFieKzwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCw5jZ7A5y/hcUjq1p/YM+uddoJAAAAAAAAbA5XeAIAAADAYKrqYFW9VFVPz8zeWlWHq+q56fu2aV5VdV9VHauqp6rqnTOv2T2tf66qdm/GZwEAeLMETwAAAAAYz2KSW143uyfJ4929I8nj089JcmuSHdPX3iT3J0uBNMm+JDckuT7JvtORFABgJIInAAAAAAymuz+X5NTrxrcneWB6/ECS987MH+wlTyS5tKouT/KeJIe7+1R3fyvJ4bwxogIAXPDOGjwdjwEAAAAAQ3h7d59Ikun726b5FUmen1l3fJqdaQ4AMJS5c1izmOQ3kjw4Mzt9PMa9VXXP9PNH8trjMW7I0vEYN8wcj7EzSSd5sqoenf7nGBtkYfHIZm8BAAAAgI1Xy8x6hfkb36Bqb5aOw83VV1+9djsDAFgDZ73C0/EYAAAAADCEF6e/xWX6/tI0P57kqpl1VyZ5YYX5G3T3/u7e2d075+fn13zjAABvxvnew9PxGAAAAABwYXk0yelbSe1O8sjM/K7pdlQ3Jvn29De9x5LcXFXbpltW3TzNAACGci5H2q6G4zEAAAAAYJ1V1UNJbkpyWVUdz9LtpO5N8nBVLST5RpL3TcsPJbktybEkLyf5QJJ096mq+kSS0/dB+nh3v/6kNwCAC975Bs8Xq+ry7j6xiuMxbnrd/I+Xe+Pu3p9kf5Ls3Llz2SgKAAAAAFtZd995hqfevczaTnL3Gd7nYJKDa7g1AIANd75H2joeAwAAAAAAANh0Z73C0/EYAAAAAAAAwIXqrMHT8RgAAAAAAADAhep8j7QFAAAAAAAA2HSCJwAAAAAAADAswRMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDmtvsDXDxWFg8sqr1B/bsWqedAAAAAAAAsFW4whMAAAAAAAAYluAJAAAAAAAADEvwBAAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWHObvQEAANjqFhaPrGr9gT271mknAAAAAONxhScAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGNbfZG2DrWlg8sqr1B/bsWqedAMDWVlU/nuR3Z0Y/kuQ/Jrk0yb9NcnKaf6y7D02v+WiShSSvJvl33f3Yxu0YAAAAAL5P8AQA2OK6+y+SXJckVXVJkr9O8vtJPpDk17v7v86ur6prk9yR5B1J/nGS/1VVP9bdr27oxgEAAAAgjrQFAOC13p3kq939VyusuT3Jp7v7e939l0mOJbl+Q3YHAAAAAK8jeAIAMOuOJA/N/Pyhqnqqqg5W1bZpdkWS52fWHJ9mAAAAALDhBE8AAJIkVfWDSX4uye9No/uT/GiWjrs9keRXTy9d5uV9hvfcW1VHq+royZMnl1sCAAAAAG+Ke3gyjIXFI6taf2DPrnXaCQBctG5N8sXufjFJTn9Pkqr6nST/Y/rxeJKrZl53ZZIXlnvD7t6fZH+S7Ny5c9koCgAAAABvhis8AQA47c7MHGdbVZfPPPfzSZ6eHj+a5I6qektVXZNkR5I/3bBdAgAAAMAMV3gCAJCq+gdJ/lmSX5gZ/+equi5Lx9V+/fRz3f1MVT2c5CtJXklyd3e/urE7BgAAAIAlgicAAOnul5P8o9fN3r/C+k8m+eR67wsAAAAAzsaRtgAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhjW32RuAC8XC4pFVrT+wZ9c67QQAAAAAAIBzJXhy0VptwAQAGIX/qAUAAADwfY60BQAAAAAAAIYleAIAAAAAAADDEjwBAAAAAACAYQmeAAAAAAAAwLAETwAAAAAAAGBYgicAAAAAAAAwLMETAAAAAAAAGJbgCQAAAAAAAAxL8AQAAAAAAACGJXgCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWHObvQHYChYWj6xq/YE9u9ZpJwAAAAAAABcXV3gCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAO7C/uYAABkLSURBVAAAABiW4AkAAAAAAAAMa26zNwCjWlg8stlbAAAAAAAA2PJc4QkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhCZ4AAAAAAADAsOY2ewMAAMD6Wlg8sqr1B/bsWqedAAAAAKw9V3gCAAAAAAAAwxI8AQAAAAAAgGEJngAAAAAAAMCwBE8AAAAAAABgWIInAAAAAAAAMCzBEwAAAAAAABiW4AkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhzW32BgAAgAvLwuKRVa0/sGfXOu0EAAAA4Oxc4QkAAAAAAAAMS/AEAAAAAAAAhiV4AgAAAAAAAMMSPAEAAAAAAIBhzW32BoA3b2HxyKrWH9iza512AgAAAAAAsLFc4QkAAAAAAAAMS/AEAAAAAP5/e/cfK1l53gf8+4SNSUxIgGaNCD8CRCQS/SM23SWkNFYSEmxo6nXSJMKKCku3om2wFDetalxLlftHpKSN09ZqZAdn6eLIP6COiZFLHFPXbRWp2AsUMBgIa0zNeglgx8FuXSUBv/1jzoVhufea2Ttnzpy5n490NGfeOTPzznvec+a589z3PQAAoyXhCQAAAAAAAIyWhCcAAAAAAAAwWhKeAAAAAAAAwGhJeAIAAAAAAACjtWPoCgAvte/AwaGrAMA2VFWPJfl6kueSPNta21VVpyS5KcnZSR5L8outta9WVSX590kuT/KNJHtba3cPUW8AAAAAtjcJT9iGZk2o7t+7u6eaALCEfqK19uWp+9cl+WRr7der6rru/luTXJbkvG75kSTv7m4BAAAAYKFMaQsAwGb2JLmxW78xyRunyt/XJu5IclJVnTZEBQEAAADY3iQ8AQBY05J8oqruqqprurJTW2tPJEl3+6qu/PQkj08993BXBgAAAAALZUpbAADWXNxaO1JVr0pye1U9tMm2tU5Ze8lGk8TpNUly1llnzaeWAAAAADDFCE8AAJIkrbUj3e1TSW5JcmGSJ9emqu1un+o2P5zkzKmnn5HkyDqveX1rbVdrbdfOnTv7rD4AAAAA25SEJwAAqaoTqurEtfUklya5P8mtSa7qNrsqyUe79VuTXFkTFyV5Zm3qWwAAAABYJFPaAgCQJKcmuaWqkkmM+IHW2ser6mCSm6tqX5IvJvmFbvvbklye5FCSbyS5evFVBgAAAAAJTwAAkrTWHk3yw+uUfyXJJeuUtyTXLqBqAAAAALApU9oCAAAAAAAAoyXhCQAAAAAAAIyWhCcAAAAAAAAwWhKeAAAAAAAAwGhJeAIAAAAAAACjJeEJAAAAACukqh6rqs9W1T1VdWdXdkpV3V5Vj3S3J3flVVXvqqpDVXVfVV0wbO0BAGa3pYSn4AkAAAAAltJPtNZe3Vrb1d2/LsknW2vnJflkdz9JLktyXrdck+TdC68pAMAWzWOEp+AJAAAAAJbbniQ3dus3JnnjVPn72sQdSU6qqtOGqCAAwLHa0cNr7kny4936jUn+W5K3Zip4SnJHVZ1UVae11p7ooQ7AHO07cHCm7ffv3d1TTQAAAICXoSX5RFW1JL/TWrs+yalrv8O11p6oqld1256e5PGp5x7uyvxmBwCMxlYTnoInAABgJv6ZCgB6d3Fr7Uj3u9ztVfXQJtvWOmXtJRtVXZPJrG0566yz5lNLAIA52eqUthe31i7IZLraa6vqtZts+7KDp6q6s6rufPrpp7dYPQAAAADYXlprR7rbp5LckuTCJE+uTVXb3T7VbX44yZlTTz8jyZF1XvP61tqu1tqunTt39ll9AICZbSnhKXgCAAAAgOVRVSdU1Ylr60kuTXJ/kluTXNVtdlWSj3brtya5siYuSvKMS1ABAGNzzAlPwRMAAAAALJ1Tk/xxVd2b5DNJ/nNr7eNJfj3JT1fVI0l+urufJLcleTTJoSTvTfLLi68yAMDWbOUanqcmuaWq1l7nA621j1fVwSQ3V9W+JF9M8gvd9rcluTyT4OkbSa7ewnsDAAAAAEdprT2a5IfXKf9KkkvWKW9Jrl1A1QAAenPMCU/BEwAAAAAAADC0LV3DEwAAAAAAAGBIW5nSFmBd+w4cnGn7/Xt391QTAGARZv3uBwAAAJgnIzwBAAAAAACA0ZLwBAAAAAAAAEbLlLbAyut7il1T+AIAAAAAwHAkPIHRGft1wiRIAQAAAABgfkxpCwAAAAAAAIyWEZ7A4MY+YhMAAAAAABiOEZ4AAAAAAADAaEl4AgAAAAAAAKMl4QkAAAAAAACMloQnAAAAAAAAMFoSngAAAAAAAMBoSXgCAAAAAAAAoyXhCQAAAAAAAIyWhCcAAAAAAAAwWhKeAAAAAAAAwGhJeAIAAAAAAACjJeEJAAAAAAAAjJaEJwAAAAAAADBaEp4AAAAAAADAaEl4AgAAAAAAAKO1Y+gKACybfQcODl0FAAAAAADgZTLCEwAAAAAAABgtIzwBltysI073793dU00AAAAAAGD5GOEJAAAAAAAAjJYRngAAwFIz2wEAAACwGSM8AQAAAAAAgNGS8AQAAAAAAABGS8ITAAAAAAAAGC0JTwAAAAAAAGC0JDwBAAAAAACA0ZLwBAAAAAAAAEZrx9AVAGBY+w4cnGn7/Xt391QTAAAAAACYnYQnwIqZNYEJAAAAAABjZkpbAAAAAAAAYLSM8ARgaZheF4B56Hu2A98/AAAAsFyM8AQAAAAAAABGywhPAHrjeqIAAAAAAPRNwhOAmYw5iWnKXAAAAACA1SPhCQAbkCAFAAAAAFh+ruEJAAAAAAAAjJYRngAAADMwAwAAAAAsFyM8AQC2uao6s6o+VVUPVtUDVfUrXfk7qupLVXVPt1w+9Zy3VdWhqnq4ql43XO0BAAAA2O6M8ARgtGYdYQNs6Nkk/7S1dndVnZjkrqq6vXvs37bWfnN646o6P8kVSf56ku9L8l+q6gdba88ttNYAAAAAECM8AQC2vdbaE621u7v1ryd5MMnpmzxlT5IPtdb+orX2hSSHklzYf00BAAAA4KWM8ASAgfQ9QtU14zgWVXV2ktck+XSSi5O8uaquTHJnJqNAv5pJMvSOqacdzuYJUgAAAADojRGeAAAkSarqu5L8fpK3tNa+luTdSX4gyauTPJHknWubrvP0tsFrXlNVd1bVnU8//XQPtQYAAABgu5PwBAAgVfXtmSQ7399a+0iStNaebK0911r7ZpL35oVpaw8nOXPq6WckObLe67bWrm+t7Wqt7dq5c2d/HwAAAACAbUvCEwBgm6uqSrI/yYOttd+aKj9tarOfTXJ/t35rkiuq6viqOifJeUk+s6j6AgAAAMA01/AEgDnp+5qc0KOLk/y9JJ+tqnu6sn+R5E1V9epMpqt9LMk/TJLW2gNVdXOSzyV5Nsm1rbXnFl5rGIlZvx9cgxkAAABmI+EJACTxg/x21lr746x/Xc7bNnnOryX5td4qBQAAAAAvkyltAQAAAAAAgNGS8AQAAAAAAABGy5S2ALCiXFMUAAAAANgOjPAEAAAAAAAARkvCEwAAAAAAABgtCU8AAAAAAABgtCQ8AQAAAAAAgNHaMXQFAAAAeMG+Awd7e+39e3f39toAAAAwFCM8AQAAAAAAgNGS8AQAAAAAAABGy5S2AAAA20Sf0+UmpswFAABgGEZ4AgAAAAAAAKMl4QkAAAAAAACMloQnAAAAAAAAMFqu4QkAHJNZrwPnum4AHM13CQAAAPNghCcAAAAAAAAwWkZ4AgAAMApGhAIAALAeCU8AAADmYtaEJAAAAMyDKW0BAAAAAACA0ZLwBAAAAAAAAEZLwhMAAAAAAAAYLQlPAAAAAAAAYLR2DF0BAAAA4KX2HTg40/b79+7uqSYAAADLzQhPAAAAAAAAYLQkPAEAAAAAAIDRkvAEAAAAAAAARkvCEwAAAAAAABitHUNXAAAAAADgWO07cHCm7ffv3d1TTQCAoRjhCQAAAAAAAIyWhCcAAAAAAAAwWhKeAAAAAAAAwGhJeAIAAAAAAACjtWPoCgAAAEAf9h04OHQVXmT/3t1DVwEAAGAlGeEJAAAAAAAAjJYRngAAALAAyzbidNb6GKEKAAAsKwlPAAAAgC2QPAYAgGFJeAIAAABzt0xJwGWqCwAAMH+u4QkAAAAAAACMloQnAAAAAAAAMFqmtAUAAAAAtg3TXAPA6pHwBAAAgBUw6w/4Y9b3Z12215dsAQCAzUl4AgAAAN/SdkqoAgAA4yLhCQAAAAxOQhUAADhW3zZ0BQAAAAAAAACOlRGeAAAAACvENUIBANhujPAEAAAAAAAARkvCEwAAAAAAABgtU9oCAAAALLFZp6jt+/VNgQsAwLIxwhMAAAAAAAAYLQlPAAAAAAAAYLQkPAEAAAAAAIDRkvAEAAAAAAAARkvCEwAAAAAAABitHUNXAAAAAABgFew7cHCm7ffv3d1TTQBgezHCEwAAAAAAABgtCU8AAAAAAABgtExpCwAAAACwgVmnqQUAFs8ITwAAAAAAAGC0Fp7wrKrXV9XDVXWoqq5b9PsDADAf4joAgNUgrgMAxm6hCc+qOi7Jbye5LMn5Sd5UVecvsg4AAGyduA4AYDWI6wCAVbDoa3hemORQa+3RJKmqDyXZk+RzC64HAABbI64DAFgN4roBLdv1Qffv3T10FQDgmCw64Xl6ksen7h9O8iMLrgMAAFsnrgMAWA3iOham7wSvhC2waLOe12Y9TzlvvnyLTnjWOmXtRRtUXZPkmu7u/6mqh3usz/cm+XKPr8/mtP9wtP2wtP+wtP9Abri697b//h5fm5f6lnFdsvDYbhU5Z42D/TQO9tM42E8jIK5bOcsS1zn+N7eQ9rnh6r7foRfPt81I6983x9bmtM/GtM3mjql9lu081WN91tpnYXHdohOeh5OcOXX/jCRHpjdorV2f5PpFVKaq7myt7VrEe/FS2n842n5Y2n9Y2n842n7lfMu4LllsbLeKHDfjYD+Ng/00DvbTONhPK2cp4jr9anPaZ2PaZnPaZ3PaZ2PaZnPaZ3NDtM+3LfLNkhxMcl5VnVNVr0hyRZJbF1wHAAC2TlwHALAaxHUAwOgtdIRna+3Zqnpzkj9KclySG1prDyyyDgAAbJ24DgBgNYjrAIBVsOgpbdNauy3JbYt+3w2YXm1Y2n842n5Y2n9Y2n842n7FLFlct6ocN+NgP42D/TQO9tM42E8rZkniOv1qc9pnY9pmc9pnc9pnY9pmc9pncwtvn2rtJdcgBwAAAAAAABiFRV/DEwAAAAAAAGButm3Cs6peX1UPV9Whqrpu6Pqsmqo6s6o+VVUPVtUDVfUrXfkpVXV7VT3S3Z7clVdVvavbH/dV1QXDfoLVUFXHVdX/qqqPdffPqapPd+1/U1W9ois/vrt/qHv87CHrPXZVdVJVfbiqHuqOgR/V9xenqv5Jd965v6o+WFXfoe/3p6puqKqnqur+qbKZ+3tVXdVt/0hVXTXEZ4FFmGeM5Ljp3zxiqap6W1f+cFW9bphPsrrmFXc5nvo1r/jM8TR/fcdyVfU3quqz3XPeVVW12E/IGNQK/0a3Sez3jqr6UlXd0y2XTz1n3XPdRu10LOfTZVJVj3XniXuq6s6urPfz0EbvsUyq6oem+sg9VfW1qnrLdu4/Q31vHct7LNoGbfNvahIn31dVt1TVSV352VX1/6b60HumnjO3NtionYewQfsMeixt9B5D2KB9bppqm8eq6p6ufHn7T2tt2y2ZXID980nOTfKKJPcmOX/oeq3SkuS0JBd06ycm+ZMk5yf510mu68qvS/Ib3frlSf4wSSW5KMmnh/4Mq7Ak+dUkH0jyse7+zUmu6Nbfk+Qfd+u/nOQ93foVSW4auu5jXpLcmOQfdOuvSHKSvr+wtj89yReSfGd3/+Yke/X9Xtv8tUkuSHL/VNlM/T3JKUke7W5P7tZPHvqzWSx9LPOKkRw3C9tfW4qlun17b5Ljk5yTyd8gxw39uVZpmUfc5XjqfR/NJT5zPPW2f3qN5ZJ8JsmPds/5wySXDf2ZLcu1ZMV/o8vGsd87kvyzdbZf91y3WTvNej5dtiXJY0m+96iy3s9DG73Hsi5dH/jTJN+/nftPBvremvU9lqhtLk2yo1v/jal6nz293VGvM5c22Kydl6h9BjuWNnqPZWqfox5/Z5J/uez9Z7uO8LwwyaHW2qOttb9M8qEkewau00pprT3RWru7W/96kgcz+UN3TyY/SqS7fWO3vifJ+9rEHUlOqqrTFlztlVJVZyT520l+t7tfSX4yyYe7TY5u/7X98uEkl6z99wWzqarvzuQLYn+StNb+srX259H3F2lHku+sqh1JXpnkiej7vWmt/Y8kf3ZU8az9/XVJbm+t/Vlr7atJbk/y+v5rD4s3xxjJcdOzOcVSe5J8qLX2F621LyQ5lMnfIszBHOMux1P/5hGfOZ560Gcs1z323a21/9kmv1y9b+q1YM1K/0a3Sey3kY3Odeu20wr/1rOI89BG77GsLkny+dba/95km5XvPwN+by3973rrtU1r7ROttWe7u3ckOWOz15hzGyxVjL1B39nIIo6lpYptN2ufrr6/mOSDm73GMvSf7ZrwPD3J41P3D2fzYIMt6IZpvybJp5Oc2lp7IpkEfUle1W1mn8zfv0vyz5N8s7v/15L8+dSX3HQbP9/+3ePPdNszu3OTPJ3kP9ZkCrzfraoTou8vRGvtS0l+M8kXM/kh7Zkkd0XfX7RZ+7vjgG1pizGS46Z/84il7Kd+zSvusp96NMf4zH5anHkdQ6d360eXw7Rtc2wfFfslyZu76ftuqBemU531OFuF33pakk9U1V1VdU1Xtojz0EbvsayuyIuTDfrPC4bsL2M6h/39TEbSrTmni6H/e1X9WFc2zzYYS9sMdSyNpX2S5MeSPNlae2SqbCn7z3ZNeK733yht4bXYBqrqu5L8fpK3tNa+ttmm65TZJ8eoqn4myVOttbumi9fZtL2Mx5jNjkyG/7+7tfaaJP83k2H6G9H2c9QFJnsymQri+5KckOSydTbV94exUXvbD2w7c4iRHDc9mmMsZT/1a15xl/3UoznGZ/bT8GbdN/YZL8e26CfrxH7vTvIDSV6dyT+DvHNt03WefqzH2Vja9uLW2gWZfDdcW1Wv3WTbbXkeqsm1AN+Q5D91RfrPy7OI/jKKdqqqtyd5Nsn7u6InkpzVxdC/muQD3ewp82yDMbTNkMfSGNpnzZvy4n+4WNr+s10TnoeTnDl1/4wkRwaqy8qqqm/PJJh7f2vtI13xk2vD+rvbp7py+2S+Lk7yhqp6LJOh9T+ZySiFk7pppJIXt/Hz7d89/j15+UP8ebHDSQ631tb+Y/PDmfwQp+8vxk8l+UJr7enW2l8l+UiSvxl9f9Fm7e+OA7aVOcVIjpt+zSuWsp/6Na+4y37q17ziM/tpceZ1DB3Oi6fOs89Yz8of2+vFfq21J1trz7XWvpnkvXlhGsNZj7MvZ+R/77bWjnS3TyW5JZO2WMR5aKP3WEaXJbm7tfZkov+sY8j+svTnsKq6KsnPJPmlbprRdNOofqVbvyuT60f+YObbBkvfNgMfS0vfPsnzdf65JDetlS1z/9muCc+DSc6rqnO6/5C5IsmtA9dppXTzOu9P8mBr7bemHro1yVXd+lVJPjpVfmVNXJTkmbUhzsyutfa21toZrbWzM+nf/7W19ktJPpXk57vNjm7/tf3y8932y/ofJUuttfanSR6vqh/qii5J8rno+4vyxSQXVdUru/PQWvvr+4s1a3//oySXVtXJ3SiQS7syWDlzjJEcNz2aYyx1a5Irqur4qjonyXlJPrOgj7Hy5hh3OZ76Na/4zPG0OHM5hrrHvl5VF3X7/sqp14I1K/0b3UaxX734Gn8/m+T+bn2jc9267dSdH0f7925VnVBVJ66tZ3L+uD+LOQ9t9B7L6EWjq/Sflxiyvyz173pV9fokb03yhtbaN6bKd1bVcd36uZn0lUfn3AZLH2MPfCyNJbb9qSQPtdaen6p2qftPa21bLkkuT/InmWSf3z50fVZtSfK3MhlifF+Se7rl8kzmp/5kkke621O67SvJb3f747NJdg39GVZlSfLjST7WrZ+byYnzUCbTYBzflX9Hd/9Q9/i5Q9d7zEsm0yDc2fX/P0hysr6/0Pb/V0keyiRI+b0kx+v7vbb3BzOZyuKvMvnvq33H0t8zuZbEoW65eujPZbH0tcwzRnLcLGyfbSmWSvL2bv89nOSyoT/Pqi3zirscT73vp7nEZ46nXvZNr7Fckl3dfv98kv+QpIb+zJblW7LCv9FtEvv9Xncc3ZfJj72nTT1n3XPdRu10LOfTZVm6ut/bLQ+sfa5FnIc2eo9lW5K8MslXknzPVNm27T8Z6HvrWN5jSdrmUCbXQVw7/7yn2/bvdsfcvUnuTvJ3+miDjdp5idpn0GNpo/dYlvbpyg8k+UdHbbu0/WftzQAAAAAAAABGZ7tOaQsAAAAAAACsAAlPAAAAAAAAYLQkPAEAAAAAAIDRkvAEAAAAAAAARkvCEwAAAAAAABgtCU8AAAAAAABgtCQ8AQAAAAAAgNGS8AQAAAAAAABG6/8Db5A1xVF+4ZcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2304x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "US.select_col('dislikes')\n",
    "US.seg_hist(1000,10000,32,10,'trending video comment count','frequency')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，超过13466.5的点是离群点。  \n",
    "由直方图可以看出，视频评论数量差异明显，3000视频评论量以下的视频占了大多数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comments_disabled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    40316\n",
       "True       633\n",
       "Name: comments_disabled, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "US_data_comments_disabled = US_data['comments_disabled'].value_counts()\n",
    "US_data_comments_disabled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (5, 5))\n",
    "plt.pie(np.array(US_data_comments_disabled), autopct='%.2f%%', labels = ['False', 'True'])\n",
    "plt.xlabel('comments disabled percentage')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (4, 3))\n",
    "plt.hist(np.array(US_data_comments_disabled), bins = 40, alpha = 0.7)\n",
    "plt.xlabel('comments disabled numbers')\n",
    "plt.ylabel('frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ratings_disabled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    40780\n",
       "True       169\n",
       "Name: ratings_disabled, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "US_data_ratings_disabled = US_data['ratings_disabled'].value_counts()\n",
    "US_data_ratings_disabled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (5, 5))\n",
    "plt.pie(np.array(US_data_ratings_disabled), autopct='%.2f%%', labels = ['False', 'True'])\n",
    "plt.xlabel('ratings disabled percentage')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (4, 3))\n",
    "plt.hist(np.array(US_data_ratings_disabled), bins = 40, alpha = 0.7)\n",
    "plt.xlabel('ratings disabled numbers')\n",
    "plt.ylabel('frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Video_error_or_removed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    40926\n",
       "True        23\n",
       "Name: video_error_or_removed, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "US_data_video_error_or_removed = US_data['video_error_or_removed'].value_counts()\n",
    "US_data_video_error_or_removed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (5, 5))\n",
    "plt.pie(np.array(US_data_video_error_or_removed), autopct='%.2f%%', labels = ['False', 'True'])\n",
    "plt.xlabel('video_error_or_removed percentage')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (4, 3))\n",
    "plt.hist(np.array(US_data_video_error_or_removed), bins = 40, alpha = 0.7)\n",
    "plt.xlabel('video_error_or_removed numbers')\n",
    "plt.ylabel('frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Description"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据集中Description项存在缺失值。  \n",
    "可能的原因：up主在上传视频时没有添加描述。  \n",
    "可以处理的方式：  \n",
    "- 将缺失值的条目删除\n",
    "- 用title代替"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "570"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "none_description_quantity = [x for x in US_data['description'] if x == '']\n",
    "len(none_description_quantity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "US_data['description']\n",
    "for i in range(len(US_data['description'])):\n",
    "    if(US_data['description'][i] == ''):\n",
    "        US_data.loc[i,'description'] = US_data.loc[i,'title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "none_description_quantity_after = [x for x in US_data['description'] if x == '']\n",
    "len(none_description_quantity_after)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,4))\n",
    "plt.subplot(121)\n",
    "plt.title('Origin description')\n",
    "X = ['not null','null']\n",
    "Y = [len(US_data['description'])-len(none_description_quantity),len(none_description_quantity)]\n",
    "plt.bar(X,Y)\n",
    "for x,y in zip(X,Y):\n",
    "    plt.text(x,y,'%d' %y, ha='center',va='bottom')\n",
    "plt.subplot(122)\n",
    "plt.title('Fixed description')\n",
    "Y_after = [len(US_data['description'])-len(none_description_quantity_after),len(none_description_quantity_after)]\n",
    "plt.bar(X,Y)\n",
    "for x,y_after in zip(X,Y_after):\n",
    "    plt.text(x,y_after,'%d' %y_after, ha='center',va='bottom')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
